Evidence map›Paper›PMID 39758621›Full record

ArticleACS omega2024

Deep Multitask Learning-Driven Discovery of New Compounds Targeting

Eder Soares de Almeida Santos, Jade Milhomem Lemos, Alexandra Maria Dos Santos Carvalho, Felipe da Silva Mendonça de Melo, Eufrasia de Sousa Pereira, José Teófilo Moreira-Filho, Rodolpho de Campos Braga, Eugene N Muratov, Philippe Grellier, Sébastien Charneau and 2 more

Abstract read
In one paragraph

Article in ACS omega, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Review
  2. Review
  3. Multiscale-Aware Graph Embedding Approach Uncovers LC-61, a Potent Anti-Journal of chemical information and modeling · 2026
    Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Eder Soares de Almeida SantosLaboratory of Cheminformatics, Faculty of Pharmacy, Universidade Federal de Goiás, Goiânia 74605-170, Brazil.ORCID https://orcid.org/0000-0002-0627-3398
Jade Milhomem LemosLaboratory of Cheminformatics, Faculty of Pharmacy, Universidade Federal de Goiás, Goiânia 74605-170, Brazil.
Alexandra Maria Dos Santos CarvalhoPathogen-Host Interface Laboratory, Department of Cell Biology, Institute of Biological Sciences, Universidade de Brasilia, Brasilia 70910-900, Brazil.
Felipe da Silva Mendonça de MeloPathogen-Host Interface Laboratory, Department of Cell Biology, Institute of Biological Sciences, Universidade de Brasilia, Brasilia 70910-900, Brazil.
Eufrasia de Sousa PereiraLaboratory of Cheminformatics, Faculty of Pharmacy, Universidade Federal de Goiás, Goiânia 74605-170, Brazil.
José Teófilo Moreira-FilhoInsilicAll Ltda, São Paulo 04571-010, Brazil.
Rodolpho de Campos BragaInsilicAll Ltda, São Paulo 04571-010, Brazil.ORCID https://orcid.org/0000-0003-3814-3464
Eugene N MuratovLaboratory for Molecular Modeling, UNC Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599-7360, United States.ORCID https://orcid.org/0000-0003-4616-7036
Philippe GrellierUMR 7245 Molécules de Communication et Adaptation des Micro-organismes, Muséum National d'Histoire Naturelle, Équipe Parasites et Protistes Libres, Paris 75005, France.
Sébastien CharneauLaboratory of Protein Chemistry and Biochemistry, Department of Cell Biology, Institute of Biological Sciences, Universidade de Brasilia, Brasilia 70910-900, Brazil.
Izabela Marques Dourado BastosPathogen-Host Interface Laboratory, Department of Cell Biology, Institute of Biological Sciences, Universidade de Brasilia, Brasilia 70910-900, Brazil.
Bruno Junior NevesLaboratory of Cheminformatics, Faculty of Pharmacy, Universidade Federal de Goiás, Goiânia 74605-170, Brazil.ORCID https://orcid.org/0000-0002-1309-8743

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Visceral leishmaniasis caused by

Identifiers

PMID39758621
PMCPMC11696749

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.